Suppose I have samples of a periodic function, what is a good way to get frequency and phase information out of it?
In particular, I'd like to get a form like
a+b Cos[c x + d]
Here's a part of the sample
{255,255,255,249,64,0,0,0,0,0,0,0,0,0,0,0,0,233,255,255,255,255,255,255,255,255,255,209,0,0,0,0,0,0,0,0,0,0,0,0,118,255,255,255,255,255,255,255,255,255,255,132,0,0,0,0,0,0,0,0,0,0,0,0,200,255,255,255,255,255,255,255,255,255,239,19,0,0,0,0,0,0,0,0,0,0,0,46,245,255,255,255,255,255,255,255,255,255,186,0}
(*Your list*)
ListPlot@l
(*trim the list*)
l1 = Drop[l, (First@Position[l, 0])[[1]] - 1];
l2 = Drop[l1, Length@l1 - (Last@Position[l1, 0])[[1]] - 1];
(*autocorrelate*)
ListLinePlot@(ac = ListConvolve[l2, l2, {1, 1}])
(*Find Period by taking means of maxs and mins spacings*)
period = Mean@
Join[
Differences@(maxs = Table[If[ac[[i - 1]] < ac[[i]] > ac[[i + 1]], i,
Sequence @@ {}], {i, 2, Length@ac - 1}]),
Differences@(mins = Table[If[ac[[i - 1]] > ac[[i]] < ac[[i + 1]], i,
Sequence @@ {}], {i, 2, Length@ac - 1}])];
(*Show it*)
Show[ListLinePlot[(ac = ListConvolve[l2, l2, {1, 1}]),
Epilog ->
Inset[Framed[Style["Mean Period = " <> ToString@N@period, 20],
Background -> LightYellow]]],
Graphics[Join[{Arrowheads[{-.05, .05}]}, {Red},
Sequence @@@ Arrow[{{{#[[1]], Min@ac}, {#[[2]], Min@ac}}}] & /@
Partition[mins, 2, 1], {Blue},
Sequence @@@ Arrow[{{{#[[1]], Max@ac}, {#[[2]], Max@ac}}}] & /@
Partition[maxs, 2, 1]]]]
(*Now let's fit the Cos[ ] to find the phase*)
model = a + b Cos[x (2 Pi)/period + phase];
ff = FindFit[l, model, {a, b, phase}, x,
Method -> NMinimize, MaxIterations -> 100];
(*Show results*)
Show[ListPlot[l, PlotRange -> All,
Epilog ->
Inset[Framed[Style["Phase = " <> ToString@N@(phase /. ff), 20],
Background -> LightYellow]]], Plot[model /. ff, {x, 1, 100}]]
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